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google / qkeras

QKeras: a quantization deep learning library for Tensorflow Keras
Apache License 2.0
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How to deploy qkeras on FPGA? #85

Closed YangNuoCheng closed 2 years ago

YangNuoCheng commented 2 years ago

I find the 'fpga-accelerator' tag, but there's no FPGA in repository.

vloncar commented 2 years ago

@YangNuoCheng You can use QKeras to train quantized models that can be mapped to fixed-precision types and deployed on FPGAs. Once such project with (almost) full compatibility with QKeras is hls4ml. Disclaimer: I'm one of the developers of that project.

zhuangh commented 2 years ago

This work https://rdcu.be/cmVO7 (published in Nature Machine Intelligence) used QKeras + hls4ml on FPGA.